Overview

Brought to you by YData

Dataset statistics

Number of variables	36
Number of observations	121856
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	4615
Duplicate rows (%)	3.8%
Total size in memory	92.9 MiB
Average record size in memory	799.8 B

Variable types

Numeric	14
Categorical	19
Boolean	2
Text	1

Alerts

`Mobile_Tag` has constant value "1"	Constant
`Homephone_Tag` has constant value "0"	Constant
`Cleint_City_Rating` has constant value "2.0"	Constant
Dataset has 4615 (3.8%) duplicate rows	Duplicates
`Age_Days` is highly overall correlated with `Employed_Days`	High correlation
`Child_Count` is highly overall correlated with `Client_Family_Members`	High correlation
`Client_Family_Members` is highly overall correlated with `Child_Count` and 1 other fields	High correlation
`Client_Marital_Status` is highly overall correlated with `Client_Family_Members`	High correlation
`Credit_Amount` is highly overall correlated with `Loan_Annuity`	High correlation
`Employed_Days` is highly overall correlated with `Age_Days`	High correlation
`Loan_Annuity` is highly overall correlated with `Credit_Amount`	High correlation
`Accompany_Client` is highly imbalanced (66.6%)	Imbalance
`Client_Education` is highly imbalanced (53.6%)	Imbalance
`Loan_Contract_Type` is highly imbalanced (56.0%)	Imbalance
`Client_Housing_Type` is highly imbalanced (72.8%)	Imbalance
`Client_Permanent_Match_Tag` is highly imbalanced (60.8%)	Imbalance
`Default` is highly imbalanced (59.5%)	Imbalance
`Application_Process_Day` has 6287 (5.2%) zeros	Zeros
`Phone_Change` has 14555 (11.9%) zeros	Zeros
`Credit_Bureau` has 28003 (23.0%) zeros	Zeros

Reproduction

Analysis started	2025-06-22 13:40:58.156705
Analysis finished	2025-06-22 13:41:28.629384
Duration	30.47 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Client_Income
Real number (ℝ)

Distinct	1050
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16205.608

Minimum	2565
Maximum	33750
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	2565
5-th percentile	6750
Q1	11250
median	14400
Q3	20250
95-th percentile	33300
Maximum	33750
Range	31185
Interquartile range (IQR)	9000

Descriptive statistics

Standard deviation	7233.5882
Coefficient of variation (CV)	0.44636327
Kurtosis	0.067236525
Mean	16205.608
Median Absolute Deviation (MAD)	4050
Skewness	0.8165309
Sum	1.9747506 × 10⁹
Variance	52324798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13500	13717	11.3%
11250	11940	9.8%
15750	10146	8.3%
18000	9514	7.8%
9000	8705	7.1%
22500	7975	6.5%
20250	6309	5.2%
33750	6086	5.0%
14400	4833	4.0%
6750	4190	3.4%
Other values (1040)	38441	31.5%

Value	Count	Frequency (%)
2565	1	< 0.1%
2610	1	< 0.1%
2646	1	< 0.1%
2700	25	< 0.1%
2790	5	< 0.1%
2835	3	< 0.1%
2840.4	1	< 0.1%
2857.5	2	< 0.1%
2872.35	1	< 0.1%
2880	3	< 0.1%

Value	Count	Frequency (%)
33750	6086	5.0%
33300	29	< 0.1%
32850	38	< 0.1%
32731.65	1	< 0.1%
32625	1	< 0.1%
32580	1	< 0.1%
32480.55	1	< 0.1%
32400	61	0.1%
32396.85	1	< 0.1%
32265	1	< 0.1%

Car_Owned
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

0.0	81305
1.0	40551

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	81305	66.7%
1.0	40551	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	81305	66.7%
1.0	40551	33.3%

Most occurring characters

Value	Count	Frequency (%)
0	203161	55.6%
.	121856	33.3%
1	40551	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	203161	55.6%
.	121856	33.3%
1	40551	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	203161	55.6%
.	121856	33.3%
1	40551	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	203161	55.6%
.	121856	33.3%
1	40551	11.1%

Bike_Owned
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

0.0	82572
1.0	39284

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	82572	67.8%
1.0	39284	32.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	82572	67.8%
1.0	39284	32.2%

Most occurring characters

Value	Count	Frequency (%)
0	204428	55.9%
.	121856	33.3%
1	39284	10.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	204428	55.9%
.	121856	33.3%
1	39284	10.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	204428	55.9%
.	121856	33.3%
1	39284	10.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	204428	55.9%
.	121856	33.3%
1	39284	10.7%

Active_Loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

0.0	62843
1.0	59013

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	62843	51.6%
1.0	59013	48.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	62843	51.6%
1.0	59013	48.4%

Most occurring characters

Value	Count	Frequency (%)
0	184699	50.5%
.	121856	33.3%
1	59013	16.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	184699	50.5%
.	121856	33.3%
1	59013	16.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	184699	50.5%
.	121856	33.3%
1	59013	16.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	184699	50.5%
.	121856	33.3%
1	59013	16.1%

House_Own
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

1.0	85459
0.0	36397

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	85459	70.1%
0.0	36397	29.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	85459	70.1%
0.0	36397	29.9%

Most occurring characters

Value	Count	Frequency (%)
0	158253	43.3%
.	121856	33.3%
1	85459	23.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	158253	43.3%
.	121856	33.3%
1	85459	23.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	158253	43.3%
.	121856	33.3%
1	85459	23.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	158253	43.3%
.	121856	33.3%
1	85459	23.4%

Child_Count
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

0.0	86472
1.0	23431
2.0	10294
2.5	1659

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
0.0	86472	71.0%
1.0	23431	19.2%
2.0	10294	8.4%
2.5	1659	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	86472	71.0%
1.0	23431	19.2%
2.0	10294	8.4%
2.5	1659	1.4%

Most occurring characters

Value	Count	Frequency (%)
0	206669	56.5%
.	121856	33.3%
1	23431	6.4%
2	11953	3.3%
5	1659	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	206669	56.5%
.	121856	33.3%
1	23431	6.4%
2	11953	3.3%
5	1659	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	206669	56.5%
.	121856	33.3%
1	23431	6.4%
2	11953	3.3%
5	1659	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	206669	56.5%
.	121856	33.3%
1	23431	6.4%
2	11953	3.3%
5	1659	0.5%

Credit_Amount
Real number (ℝ)

High correlation

Distinct	3794
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59125.546

Minimum	4500
Maximum	160987.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	4500
5-th percentile	14220
Q1	27450
median	51750
Q3	80865
95-th percentile	135000
Maximum	160987.5
Range	156487.5
Interquartile range (IQR)	53415

Descriptive statistics

Standard deviation	37532.095
Coefficient of variation (CV)	0.63478644
Kurtosis	0.15338426
Mean	59125.546
Median Absolute Deviation (MAD)	24750
Skewness	0.90531368
Sum	7.2048025 × 10⁹
Variance	1.4086581 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51750	3744	3.1%
45000	3733	3.1%
67500	3450	2.8%
22500	3127	2.6%
18000	2761	2.3%
27000	2748	2.3%
160987.5	2599	2.1%
90000	2366	1.9%
25470	1759	1.4%
54504	1726	1.4%
Other values (3784)	93843	77.0%

Value	Count	Frequency (%)
4500	76	0.1%
4797	77	0.1%
4945.5	10	< 0.1%
4950	13	< 0.1%
4975.2	23	< 0.1%
5094	160	0.1%
5212.8	30	< 0.1%
5276.7	10	< 0.1%
5391	22	< 0.1%
5400	22	< 0.1%

Value	Count	Frequency (%)
160987.5	2599	2.1%
160927.2	5	< 0.1%
160786.8	1	< 0.1%
160741.8	1	< 0.1%
160603.65	2	< 0.1%
160531.2	2	< 0.1%
160200	3	< 0.1%
160100.1	3	< 0.1%
160033.05	4	< 0.1%
159777.9	1	< 0.1%

Loan_Annuity
Real number (ℝ)

High correlation

Distinct	9743
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2676.7858

Minimum	217.35
Maximum	5988.6562
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	217.35
5-th percentile	900
Q1	1687.5
median	2499.75
Q3	3407.9625
95-th percentile	5324.85
Maximum	5988.6562
Range	5771.3062
Interquartile range (IQR)	1720.4625

Descriptive statistics

Standard deviation	1293.9121
Coefficient of variation (CV)	0.48338274
Kurtosis	-0.016443914
Mean	2676.7858
Median Absolute Deviation (MAD)	841.05
Skewness	0.69186522
Sum	3.2618242 × 10⁸
Variance	1674208.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2499.75	4857	4.0%
5988.65625	3220	2.6%
900	2370	1.9%
1350	2091	1.7%
675	845	0.7%
1012.5	774	0.6%
3780	621	0.5%
2621.7	570	0.5%
1125	566	0.5%
1237.5	487	0.4%
Other values (9733)	105455	86.5%

Value	Count	Frequency (%)
217.35	2	< 0.1%
218.7	2	< 0.1%
229.5	1	< 0.1%
241.2	2	< 0.1%
258.3	1	< 0.1%
259.65	1	< 0.1%
260.55	2	< 0.1%
274.95	1	< 0.1%
275.4	2	< 0.1%
284.4	1	< 0.1%

Value	Count	Frequency (%)
5988.65625	3220	2.6%
5988.15	3	< 0.1%
5985.45	2	< 0.1%
5985	2	< 0.1%
5984.55	1	< 0.1%
5982.3	1	< 0.1%
5980.5	1	< 0.1%
5978.7	3	< 0.1%
5977.8	1	< 0.1%
5977.35	4	< 0.1%

Accompany_Client
Categorical

Imbalance

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

Alone	99155
Relative	15748
Partner	4516
Kids	1334
Others	987
Other values (2)	116

Length

Max length	8
Median length	5
Mean length	5.4586807
Min length	2

Characters and Unicode

Total characters	665173
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Alone
2nd row	Alone
3rd row	Alone
4th row	Alone
5th row	Alone

Common Values

Value	Count	Frequency (%)
Alone	99155	81.4%
Relative	15748	12.9%
Partner	4516	3.7%
Kids	1334	1.1%
Others	987	0.8%
Group	104	0.1%
##	12	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
alone	99155	81.4%
relative	15748	12.9%
partner	4516	3.7%
kids	1334	1.1%
others	987	0.8%
group	104	0.1%
	12	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	136154	20.5%
l	114903	17.3%
n	103671	15.6%
o	99259	14.9%
A	99155	14.9%
t	21251	3.2%
a	20264	3.0%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (11)	21938	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	665173	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	136154	20.5%
l	114903	17.3%
n	103671	15.6%
o	99259	14.9%
A	99155	14.9%
t	21251	3.2%
a	20264	3.0%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (11)	21938	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	665173	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	136154	20.5%
l	114903	17.3%
n	103671	15.6%
o	99259	14.9%
A	99155	14.9%
t	21251	3.2%
a	20264	3.0%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (11)	21938	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	665173	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	136154	20.5%
l	114903	17.3%
n	103671	15.6%
o	99259	14.9%
A	99155	14.9%
t	21251	3.2%
a	20264	3.0%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (11)	21938	3.3%

Client_Income_Type
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.6 MiB

Service	64729
Commercial	27764
Retired	21043
Govt Job	8303
Student	8
Other values (3)	9

Length

Max length	15
Median length	7
Mean length	7.7519777
Min length	7

Characters and Unicode

Total characters	944625
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Commercial
2nd row	Service
3rd row	Service
4th row	Retired
5th row	Commercial

Common Values

Value	Count	Frequency (%)
Service	64729	53.1%
Commercial	27764	22.8%
Retired	21043	17.3%
Govt Job	8303	6.8%
Student	8	< 0.1%
Unemployed	6	< 0.1%
Maternity leave	2	< 0.1%
Businessman	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
service	64729	49.7%
commercial	27764	21.3%
retired	21043	16.2%
govt	8303	6.4%
job	8303	6.4%
student	8	< 0.1%
unemployed	6	< 0.1%
maternity	2	< 0.1%
leave	2	< 0.1%
businessman	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	199335	21.1%
i	113539	12.0%
r	113538	12.0%
c	92493	9.8%
v	73034	7.7%
S	64737	6.9%
m	55535	5.9%
o	44376	4.7%
t	29366	3.1%
l	27772	2.9%
Other values (16)	130900	13.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	944625	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	199335	21.1%
i	113539	12.0%
r	113538	12.0%
c	92493	9.8%
v	73034	7.7%
S	64737	6.9%
m	55535	5.9%
o	44376	4.7%
t	29366	3.1%
l	27772	2.9%
Other values (16)	130900	13.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	944625	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	199335	21.1%
i	113539	12.0%
r	113538	12.0%
c	92493	9.8%
v	73034	7.7%
S	64737	6.9%
m	55535	5.9%
o	44376	4.7%
t	29366	3.1%
l	27772	2.9%
Other values (16)	130900	13.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	944625	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	199335	21.1%
i	113539	12.0%
r	113538	12.0%
c	92493	9.8%
v	73034	7.7%
S	64737	6.9%
m	55535	5.9%
o	44376	4.7%
t	29366	3.1%
l	27772	2.9%
Other values (16)	130900	13.9%

Client_Education
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.8 MiB

Secondary	87556
Graduation	28819
Graduation dropout	3960
Junior secondary	1455
Post Grad	66

Length

Max length	18
Median length	9
Mean length	9.6125591
Min length	9

Characters and Unicode

Total characters	1171348
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Secondary
2nd row	Graduation
3rd row	Graduation dropout
4th row	Secondary
5th row	Secondary

Common Values

Value	Count	Frequency (%)
Secondary	87556	71.9%
Graduation	28819	23.7%
Graduation dropout	3960	3.2%
Junior secondary	1455	1.2%
Post Grad	66	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
secondary	89011	69.9%
graduation	32779	25.7%
dropout	3960	3.1%
junior	1455	1.1%
post	66	0.1%
grad	66	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	154635	13.2%
o	131231	11.2%
r	127271	10.9%
d	125816	10.7%
n	123245	10.5%
e	89011	7.6%
y	89011	7.6%
c	89011	7.6%
S	87556	7.5%
u	38194	3.3%
Other values (8)	116367	9.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1171348	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	154635	13.2%
o	131231	11.2%
r	127271	10.9%
d	125816	10.7%
n	123245	10.5%
e	89011	7.6%
y	89011	7.6%
c	89011	7.6%
S	87556	7.5%
u	38194	3.3%
Other values (8)	116367	9.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1171348	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	154635	13.2%
o	131231	11.2%
r	127271	10.9%
d	125816	10.7%
n	123245	10.5%
e	89011	7.6%
y	89011	7.6%
c	89011	7.6%
S	87556	7.5%
u	38194	3.3%
Other values (8)	116367	9.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1171348	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	154635	13.2%
o	131231	11.2%
r	127271	10.9%
d	125816	10.7%
n	123245	10.5%
e	89011	7.6%
y	89011	7.6%
c	89011	7.6%
S	87556	7.5%
u	38194	3.3%
Other values (8)	116367	9.9%

Client_Marital_Status
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

M	90822
S	17404
D	7556
W	6074

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	W
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	90822	74.5%
S	17404	14.3%
D	7556	6.2%
W	6074	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	90822	74.5%
s	17404	14.3%
d	7556	6.2%
w	6074	5.0%

Most occurring characters

Value	Count	Frequency (%)
M	90822	74.5%
S	17404	14.3%
D	7556	6.2%
W	6074	5.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	90822	74.5%
S	17404	14.3%
D	7556	6.2%
W	6074	5.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	90822	74.5%
S	17404	14.3%
D	7556	6.2%
W	6074	5.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	90822	74.5%
S	17404	14.3%
D	7556	6.2%
W	6074	5.0%

Client_Gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.2 MiB

Male	80876
Female	40977
XNA	3

Length

Max length	6
Median length	4
Mean length	4.6725233
Min length	3

Characters and Unicode

Total characters	569375
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	80876	66.4%
Female	40977	33.6%
XNA	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	80876	66.4%
female	40977	33.6%
xna	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	162830	28.6%
l	121853	21.4%
a	121853	21.4%
M	80876	14.2%
F	40977	7.2%
m	40977	7.2%
X	3	< 0.1%
N	3	< 0.1%
A	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	569375	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	162830	28.6%
l	121853	21.4%
a	121853	21.4%
M	80876	14.2%
F	40977	7.2%
m	40977	7.2%
X	3	< 0.1%
N	3	< 0.1%
A	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	569375	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	162830	28.6%
l	121853	21.4%
a	121853	21.4%
M	80876	14.2%
F	40977	7.2%
m	40977	7.2%
X	3	< 0.1%
N	3	< 0.1%
A	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	569375	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	162830	28.6%
l	121853	21.4%
a	121853	21.4%
M	80876	14.2%
F	40977	7.2%
m	40977	7.2%
X	3	< 0.1%
N	3	< 0.1%
A	3	< 0.1%

Loan_Contract_Type
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.9 MiB

CL	110769
RL	11087

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	243712
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CL
2nd row	CL
3rd row	CL
4th row	CL
5th row	CL

Common Values

Value	Count	Frequency (%)
CL	110769	90.9%
RL	11087	9.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cl	110769	90.9%
rl	11087	9.1%

Most occurring characters

Value	Count	Frequency (%)
L	121856	50.0%
C	110769	45.5%
R	11087	4.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	243712	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	121856	50.0%
C	110769	45.5%
R	11087	4.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	243712	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	121856	50.0%
C	110769	45.5%
R	11087	4.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	243712	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	121856	50.0%
C	110769	45.5%
R	11087	4.5%

Client_Housing_Type
Categorical

Imbalance

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.2 MiB

Home	108557
Family	5783
Municipal	4248
Rental	1816
Office	1002

Length

Max length	9
Median length	4
Mean length	4.3228565
Min length	4

Characters and Unicode

Total characters	526766
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Home
2nd row	Home
3rd row	Family
4th row	Home
5th row	Home

Common Values

Value	Count	Frequency (%)
Home	108557	89.1%
Family	5783	4.7%
Municipal	4248	3.5%
Rental	1816	1.5%
Office	1002	0.8%
Shared	450	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
home	108557	89.1%
family	5783	4.7%
municipal	4248	3.5%
rental	1816	1.5%
office	1002	0.8%
shared	450	0.4%

Most occurring characters

Value	Count	Frequency (%)
m	114340	21.7%
e	111825	21.2%
o	108557	20.6%
H	108557	20.6%
i	15281	2.9%
a	12297	2.3%
l	11847	2.2%
n	6064	1.2%
F	5783	1.1%
y	5783	1.1%
Other values (12)	26432	5.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	526766	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	114340	21.7%
e	111825	21.2%
o	108557	20.6%
H	108557	20.6%
i	15281	2.9%
a	12297	2.3%
l	11847	2.2%
n	6064	1.2%
F	5783	1.1%
y	5783	1.1%
Other values (12)	26432	5.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	526766	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	114340	21.7%
e	111825	21.2%
o	108557	20.6%
H	108557	20.6%
i	15281	2.9%
a	12297	2.3%
l	11847	2.2%
n	6064	1.2%
F	5783	1.1%
y	5783	1.1%
Other values (12)	26432	5.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	526766	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	114340	21.7%
e	111825	21.2%
o	108557	20.6%
H	108557	20.6%
i	15281	2.9%
a	12297	2.3%
l	11847	2.2%
n	6064	1.2%
F	5783	1.1%
y	5783	1.1%
Other values (12)	26432	5.0%

Population_Region_Relative
Real number (ℝ)

Distinct	80
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020227247

Minimum	0.000533
Maximum	0.050932
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0.000533
5-th percentile	0.005002
Q1	0.010032
median	0.01885
Q3	0.026392
95-th percentile	0.04622
Maximum	0.050932
Range	0.050399
Interquartile range (IQR)	0.01636

Descriptive statistics

Standard deviation	0.011752793
Coefficient of variation (CV)	0.58103773
Kurtosis	0.042213531
Mean	0.020227247
Median Absolute Deviation (MAD)	0.008818
Skewness	0.71691018
Sum	2464.8114
Variance	0.00013812815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01885	7813	6.4%
0.035792	6267	5.1%
0.04622	5117	4.2%
0.030755	4639	3.8%
0.025164	4516	3.7%
0.026392	4330	3.6%
0.031329	4257	3.5%
0.028663	4227	3.5%
0.019101	3314	2.7%
0.050932	3305	2.7%
Other values (70)	74071	60.8%

Value	Count	Frequency (%)
0.000533	17	< 0.1%
0.000938	12	< 0.1%
0.001276	194	0.2%
0.001333	94	0.1%
0.001417	189	0.2%
0.002042	587	0.5%
0.002134	395	0.3%
0.002506	365	0.3%
0.003069	671	0.6%
0.003122	444	0.4%

Value	Count	Frequency (%)
0.050932	3305	2.7%
0.04622	5117	4.2%
0.035792	6267	5.1%
0.032561	2543	2.1%
0.031329	4257	3.5%
0.030755	4639	3.8%
0.028663	4227	3.5%
0.026392	4330	3.6%
0.025164	4516	3.7%
0.02461	2437	2.0%

Age_Days
Real number (ℝ)

High correlation

Distinct	17000
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16018.713

Minimum	7676
Maximum	25201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	7676
5-th percentile	9450
Q1	12512
median	15734
Q3	19544
95-th percentile	23181
Maximum	25201
Range	17525
Interquartile range (IQR)	7032

Descriptive statistics

Standard deviation	4301.3537
Coefficient of variation (CV)	0.26852055
Kurtosis	-0.98598876
Mean	16018.713
Median Absolute Deviation (MAD)	3505
Skewness	0.12978872
Sum	1.9519763 × 10⁹
Variance	18501644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15734	3630	3.0%
10936	22	< 0.1%
20193	21	< 0.1%
13327	21	< 0.1%
13231	21	< 0.1%
12334	21	< 0.1%
14258	20	< 0.1%
13436	20	< 0.1%
20972	20	< 0.1%
15201	20	< 0.1%
Other values (16990)	118040	96.9%

Value	Count	Frequency (%)
7676	2	< 0.1%
7678	1	< 0.1%
7679	1	< 0.1%
7680	3	< 0.1%
7683	1	< 0.1%
7687	1	< 0.1%
7688	2	< 0.1%
7689	1	< 0.1%
7690	2	< 0.1%
7691	2	< 0.1%

Value	Count	Frequency (%)
25201	1	< 0.1%
25200	1	< 0.1%
25197	2	< 0.1%
25196	3	< 0.1%
25195	1	< 0.1%
25192	1	< 0.1%
25191	1	< 0.1%
25186	1	< 0.1%
25184	1	< 0.1%
25182	1	< 0.1%

Employed_Days
Real number (ℝ)

High correlation

Distinct	9430
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4036.7851

Minimum	0
Maximum	12019.5
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	232
Q1	962
median	2212
Q3	5385
95-th percentile	12019.5
Maximum	12019.5
Range	12019.5
Interquartile range (IQR)	4423

Descriptive statistics

Standard deviation	4184.7239
Coefficient of variation (CV)	1.0366477
Kurtosis	-0.36264673
Mean	4036.7851
Median Absolute Deviation (MAD)	1539
Skewness	1.1019092
Sum	4.9190648 × 10⁸
Variance	17511914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12019.5	21760	17.9%
2212	3680	3.0%
381	69	0.1%
212	66	0.1%
230	64	0.1%
231	61	0.1%
199	60	< 0.1%
116	60	< 0.1%
216	59	< 0.1%
765	58	< 0.1%
Other values (9420)	95919	78.7%

Value	Count	Frequency (%)
0	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
12019.5	21760	17.9%
12018	1	< 0.1%
12015	1	< 0.1%
12013	2	< 0.1%
12012	1	< 0.1%
12010	1	< 0.1%
12007	1	< 0.1%
12000	2	< 0.1%
11999	1	< 0.1%
11993	1	< 0.1%

Registration_Days
Real number (ℝ)

Distinct	13830
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4957.2564

Minimum	0
Maximum	15222
Zeros	35
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	343
Q1	2102
median	4493
Q3	7350
95-th percentile	11316
Maximum	15222
Range	15222
Interquartile range (IQR)	5248

Descriptive statistics

Standard deviation	3450.8797
Coefficient of variation (CV)	0.69612694
Kurtosis	-0.35244164
Mean	4957.2564
Median Absolute Deviation (MAD)	2608
Skewness	0.58609103
Sum	6.0407144 × 10⁸
Variance	11908571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4493	3651	3.0%
15222	380	0.3%
1	45	< 0.1%
4	38	< 0.1%
6	38	< 0.1%
9	38	< 0.1%
2	36	< 0.1%
0	35	< 0.1%
784	35	< 0.1%
511	35	< 0.1%
Other values (13820)	117525	96.4%

Value	Count	Frequency (%)
0	35	< 0.1%
1	45	< 0.1%
2	36	< 0.1%
3	27	< 0.1%
4	38	< 0.1%
5	30	< 0.1%
6	38	< 0.1%
7	32	< 0.1%
8	31	< 0.1%
9	38	< 0.1%

Value	Count	Frequency (%)
15222	380	0.3%
15218	1	< 0.1%
15217	1	< 0.1%
15214	2	< 0.1%
15209	2	< 0.1%
15191	1	< 0.1%
15190	1	< 0.1%
15187	1	< 0.1%
15186	2	< 0.1%
15182	1	< 0.1%

ID_Days
Real number (ℝ)

Distinct	5962
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2999.9723

Minimum	0
Maximum	7197
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	385
Q1	1789
median	3242
Q3	4263
95-th percentile	4928
Maximum	7197
Range	7197
Interquartile range (IQR)	2474

Descriptive statistics

Standard deviation	1475.3142
Coefficient of variation (CV)	0.49177596
Kurtosis	-1.0089372
Mean	2999.9723
Median Absolute Deviation (MAD)	1143
Skewness	-0.37740945
Sum	3.6556462 × 10⁸
Variance	2176552.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3242	6015	4.9%
4053	76	0.1%
4032	74	0.1%
4375	73	0.1%
4312	70	0.1%
4144	69	0.1%
4250	67	0.1%
4619	66	0.1%
4193	64	0.1%
4404	64	0.1%
Other values (5952)	115218	94.6%

Value	Count	Frequency (%)
0	6	< 0.1%
1	22	< 0.1%
2	12	< 0.1%
3	23	< 0.1%
4	18	< 0.1%
5	20	< 0.1%
6	25	< 0.1%
7	43	< 0.1%
8	37	< 0.1%
9	27	< 0.1%

Value	Count	Frequency (%)
7197	1	< 0.1%
6274	2	< 0.1%
6263	2	< 0.1%
6235	1	< 0.1%
6233	1	< 0.1%
6228	1	< 0.1%
6226	1	< 0.1%
6223	2	< 0.1%
6208	1	< 0.1%
6203	1	< 0.1%

Mobile_Tag
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

1	121856

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	121856	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	121856	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	121856	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	121856	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	121856	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	121856	100.0%

Homephone_Tag
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

0	121856

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	121856	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	121856	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	121856	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	121856	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	121856	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	121856	100.0%

Workphone_Working
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

0	87590
1	34266

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring characters

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Client_Occupation
Categorical

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.6 MiB

Missing	41435
Laborers	21024
Sales	12136
Core	10611
Managers	8099
Other values (14)	28551

Length

Max length	18
Median length	15
Mean length	7.4289571
Min length	2

Characters and Unicode

Total characters	905263
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sales
2nd row	Missing
3rd row	Realty agents
4th row	Missing
5th row	Laborers

Common Values

Value	Count	Frequency (%)
Missing	41435	34.0%
Laborers	21024	17.3%
Sales	12136	10.0%
Core	10611	8.7%
Managers	8099	6.6%
Drivers	7150	5.9%
High skill tech	4317	3.5%
Accountants	3766	3.1%
Medicine	3172	2.6%
Security	2683	2.2%
Other values (9)	7463	6.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
missing	41435	31.3%
laborers	21811	16.5%
sales	12136	9.2%
core	10611	8.0%
managers	8099	6.1%
drivers	7150	5.4%
high	4317	3.3%
skill	4317	3.3%
tech	4317	3.3%
accountants	3766	2.8%
Other values (13)	14604	11.0%

Most occurring characters

Value	Count	Frequency (%)
s	143264	15.8%
i	115468	12.8%
r	83411	9.2%
e	81066	9.0%
n	66697	7.4%
a	58752	6.5%
g	58077	6.4%
M	52706	5.8%
o	41423	4.6%
l	24346	2.7%
Other values (25)	180053	19.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	905263	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
s	143264	15.8%
i	115468	12.8%
r	83411	9.2%
e	81066	9.0%
n	66697	7.4%
a	58752	6.5%
g	58077	6.4%
M	52706	5.8%
o	41423	4.6%
l	24346	2.7%
Other values (25)	180053	19.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	905263	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
s	143264	15.8%
i	115468	12.8%
r	83411	9.2%
e	81066	9.0%
n	66697	7.4%
a	58752	6.5%
g	58077	6.4%
M	52706	5.8%
o	41423	4.6%
l	24346	2.7%
Other values (25)	180053	19.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	905263	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
s	143264	15.8%
i	115468	12.8%
r	83411	9.2%
e	81066	9.0%
n	66697	7.4%
a	58752	6.5%
g	58077	6.4%
M	52706	5.8%
o	41423	4.6%
l	24346	2.7%
Other values (25)	180053	19.9%

Client_Family_Members
Categorical

High correlation

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

2.0	64062
1.0	26213
3.0	20434
4.0	9583
4.5	1564

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
2.0	64062	52.6%
1.0	26213	21.5%
3.0	20434	16.8%
4.0	9583	7.9%
4.5	1564	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	64062	52.6%
1.0	26213	21.5%
3.0	20434	16.8%
4.0	9583	7.9%
4.5	1564	1.3%

Most occurring characters

Value	Count	Frequency (%)
.	121856	33.3%
0	120292	32.9%
2	64062	17.5%
1	26213	7.2%
3	20434	5.6%
4	11147	3.0%
5	1564	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	121856	33.3%
0	120292	32.9%
2	64062	17.5%
1	26213	7.2%
3	20434	5.6%
4	11147	3.0%
5	1564	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	121856	33.3%
0	120292	32.9%
2	64062	17.5%
1	26213	7.2%
3	20434	5.6%
4	11147	3.0%
5	1564	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	121856	33.3%
0	120292	32.9%
2	64062	17.5%
1	26213	7.2%
3	20434	5.6%
4	11147	3.0%
5	1564	0.4%

Cleint_City_Rating
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

2.0	121856

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	365568
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	121856	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	121856	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	121856	33.3%
.	121856	33.3%
0	121856	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	121856	33.3%
.	121856	33.3%
0	121856	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	121856	33.3%
.	121856	33.3%
0	121856	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	365568	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	121856	33.3%
.	121856	33.3%
0	121856	33.3%

Application_Process_Day
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1565536

Minimum	0
Maximum	6
Zeros	6287
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.7415751
Coefficient of variation (CV)	0.55173309
Kurtosis	-1.0531977
Mean	3.1565536
Median Absolute Deviation (MAD)	1
Skewness	0.013271482
Sum	384645
Variance	3.0330838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	22544	18.5%
2	20907	17.2%
1	19712	16.2%
4	19668	16.1%
5	19613	16.1%
6	13125	10.8%
0	6287	5.2%

Value	Count	Frequency (%)
0	6287	5.2%
1	19712	16.2%
2	20907	17.2%
3	22544	18.5%
4	19668	16.1%
5	19613	16.1%
6	13125	10.8%

Value	Count	Frequency (%)
6	13125	10.8%
5	19613	16.1%
4	19668	16.1%
3	22544	18.5%
2	20907	17.2%
1	19712	16.2%
0	6287	5.2%

Application_Process_Hour
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.065947

Minimum	4
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	4
5-th percentile	7
Q1	10
median	12
Q3	14
95-th percentile	17
Maximum	20
Range	16
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.2024775
Coefficient of variation (CV)	0.26541452
Kurtosis	-0.27212808
Mean	12.065947
Median Absolute Deviation (MAD)	2
Skewness	-0.0025144516
Sum	1470308
Variance	10.255862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
12	16640	13.7%
10	14465	11.9%
11	14413	11.8%
13	11765	9.7%
14	10702	8.8%
9	10525	8.6%
15	9614	7.9%
16	7739	6.4%
17	5843	4.8%
8	5821	4.8%
Other values (7)	14329	11.8%

Value	Count	Frequency (%)
4	1526	1.3%
5	1437	1.2%
6	2247	1.8%
7	3441	2.8%
8	5821	4.8%
9	10525	8.6%
10	14465	11.9%
11	14413	11.8%
12	16640	13.7%
13	11765	9.7%

Value	Count	Frequency (%)
20	739	0.6%
19	1464	1.2%
18	3475	2.9%
17	5843	4.8%
16	7739	6.4%
15	9614	7.9%
14	10702	8.8%
13	11765	9.7%
12	16640	13.7%
11	14413	11.8%

Client_Permanent_Match_Tag
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.1 KiB

True	112454
False	9402

Value	Count	Frequency (%)
True	112454	92.3%
False	9402	7.7%

Client_Contact_Work_Tag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.1 KiB

True	100015
False	21841

Value	Count	Frequency (%)
True	100015	82.1%
False	21841	17.9%

Type_Organization
Text

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.2 MiB

Length

Max length	22
Median length	17
Mean length	12.836775
Min length	3

Characters and Unicode

Total characters	1564238
Distinct characters	52
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Self-employed
2nd row	Government
3rd row	Self-employed
4th row	XNA
5th row	Business Entity Type 3

Value	Count	Frequency (%)
type	50681	19.5%
business	36327	13.9%
entity	36327	13.9%
3	32962	12.7%
xna	21085	8.1%
self-employed	14725	5.7%
other	6290	2.4%
2	5826	2.2%
trade	5458	2.1%
industry	5431	2.1%
Other values (40)	45308	17.4%

Most occurring characters

Value	Count	Frequency (%)
e	174946	11.2%
	138564	8.9%
s	126333	8.1%
t	123312	7.9%
y	111367	7.1%
n	109691	7.0%
i	99237	6.3%
p	68871	4.4%
u	50792	3.2%
T	45475	2.9%
Other values (42)	515650	33.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1564238	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	174946	11.2%
	138564	8.9%
s	126333	8.1%
t	123312	7.9%
y	111367	7.1%
n	109691	7.0%
i	99237	6.3%
p	68871	4.4%
u	50792	3.2%
T	45475	2.9%
Other values (42)	515650	33.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1564238	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	174946	11.2%
	138564	8.9%
s	126333	8.1%
t	123312	7.9%
y	111367	7.1%
n	109691	7.0%
i	99237	6.3%
p	68871	4.4%
u	50792	3.2%
T	45475	2.9%
Other values (42)	515650	33.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1564238	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	174946	11.2%
	138564	8.9%
s	126333	8.1%
t	123312	7.9%
y	111367	7.1%
n	109691	7.0%
i	99237	6.3%
p	68871	4.4%
u	50792	3.2%
T	45475	2.9%
Other values (42)	515650	33.0%

Score_Source_2
Real number (ℝ)

Distinct	66473
Distinct (%)	54.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51595656

Minimum	0.015246378
Maximum	1.0465776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0.015246378
5-th percentile	0.1370556
Q1	0.4019956
median	0.56497814
Q3	0.65982842
95-th percentile	0.74646571
Maximum	1.0465776
Range	1.0313313
Interquartile range (IQR)	0.25783282

Descriptive statistics

Standard deviation	0.1875338
Coefficient of variation (CV)	0.3634682
Kurtosis	-0.16125873
Mean	0.51595656
Median Absolute Deviation (MAD)	0.11418797
Skewness	-0.82783849
Sum	62872.402
Variance	0.035168927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.564978137	5689	4.7%
0.01524637788	618	0.5%
0.285897872	269	0.2%
0.262258369	137	0.1%
0.159679234	135	0.1%
0.26525634	124	0.1%
0.265311748	116	0.1%
0.263143591	99	0.1%
0.162192106	87	0.1%
0.162144568	86	0.1%
Other values (66463)	114496	94.0%

Value	Count	Frequency (%)
0.01524637788	618	0.5%
0.015284636	1	< 0.1%
0.015308351	1	< 0.1%
0.015314616	1	< 0.1%
0.015325832	1	< 0.1%
0.015334414	1	< 0.1%
0.015343332	1	< 0.1%
0.015426144	1	< 0.1%
0.015431791	1	< 0.1%
0.015460058	1	< 0.1%

Value	Count	Frequency (%)
1.046577639	6	< 0.1%
0.854999666	8	< 0.1%
0.821393627	1	< 0.1%
0.820609506	1	< 0.1%
0.820487147	1	< 0.1%
0.818575745	1	< 0.1%
0.818403562	1	< 0.1%
0.817367791	1	< 0.1%
0.815647763	1	< 0.1%
0.815601725	1	< 0.1%

Score_Source_3
Real number (ℝ)

Distinct	639
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51601249

Minimum	0.065164104
Maximum	0.89600955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0.065164104
5-th percentile	0.17876047
Q1	0.40487836
median	0.5460232
Q3	0.63135454
95-th percentile	0.77389569
Maximum	0.89600955
Range	0.83084544
Interquartile range (IQR)	0.22647617

Descriptive statistics

Standard deviation	0.17232248
Coefficient of variation (CV)	0.33395021
Kurtosis	-0.10374957
Mean	0.51601249
Median Absolute Deviation (MAD)	0.10850608
Skewness	-0.51747703
Sum	62879.218
Variance	0.029695036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.546023197	24845	20.4%
0.385914672	2592	2.1%
0.0651641045	979	0.8%
0.746300213	567	0.5%
0.694092643	526	0.4%
0.7136314	509	0.4%
0.554946769	474	0.4%
0.670651753	470	0.4%
0.6577838	454	0.4%
0.595456203	438	0.4%
Other values (629)	90002	73.9%

Value	Count	Frequency (%)
0.0651641045	979	0.8%
0.065550026	11	< 0.1%
0.065993207	9	< 0.1%
0.066439172	13	< 0.1%
0.066887934	10	< 0.1%
0.067339509	8	< 0.1%
0.067793911	11	< 0.1%
0.068251154	14	< 0.1%
0.068711255	6	< 0.1%
0.069174227	8	< 0.1%

Value	Count	Frequency (%)
0.896009549	1	< 0.1%
0.893976075	2	< 0.1%
0.885488394	3	< 0.1%
0.882530313	13	< 0.1%
0.881026575	4	< 0.1%
0.88026848	18	< 0.1%
0.879506216	1	< 0.1%
0.878739767	4	< 0.1%
0.877194258	3	< 0.1%
0.874844253	1	< 0.1%

Phone_Change
Real number (ℝ)

Zeros

Distinct	3422
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	955.46462

Minimum	0
Maximum	3444.5
Zeros	14555
Zeros (%)	11.9%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	287
median	755
Q3	1550
95-th percentile	2510
Maximum	3444.5
Range	3444.5
Interquartile range (IQR)	1263

Descriptive statistics

Standard deviation	814.84724
Coefficient of variation (CV)	0.85282827
Kurtosis	-0.26019921
Mean	955.46462
Median Absolute Deviation (MAD)	602
Skewness	0.73681343
Sum	1.164291 × 10⁸
Variance	663976.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	14555	11.9%
755	3697	3.0%
1	1104	0.9%
2	916	0.8%
3	645	0.5%
4	524	0.4%
5	322	0.3%
3444.5	260	0.2%
6	216	0.2%
7	179	0.1%
Other values (3412)	99438	81.6%

Value	Count	Frequency (%)
0	14555	11.9%
1	1104	0.9%
2	916	0.8%
3	645	0.5%
4	524	0.4%
5	322	0.3%
6	216	0.2%
7	179	0.1%
8	118	0.1%
9	72	0.1%

Value	Count	Frequency (%)
3444.5	260	0.2%
3444	2	< 0.1%
3442	1	< 0.1%
3441	1	< 0.1%
3440	3	< 0.1%
3439	2	< 0.1%
3438	2	< 0.1%
3437	2	< 0.1%
3436	3	< 0.1%
3435	3	< 0.1%

Credit_Bureau
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7317654

Minimum	0
Maximum	6
Zeros	28003
Zeros (%)	23.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.6147541
Coefficient of variation (CV)	0.93243238
Kurtosis	0.41451571
Mean	1.7317654
Median Absolute Deviation (MAD)	1
Skewness	1.0531964
Sum	211026
Variance	2.6074308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	41287	33.9%
0	28003	23.0%
2	21431	17.6%
3	13102	10.8%
4	7978	6.5%
6	5384	4.4%
5	4671	3.8%

Value	Count	Frequency (%)
0	28003	23.0%
1	41287	33.9%
2	21431	17.6%
3	13102	10.8%
4	7978	6.5%
5	4671	3.8%
6	5384	4.4%

Value	Count	Frequency (%)
6	5384	4.4%
5	4671	3.8%
4	7978	6.5%
3	13102	10.8%
2	21431	17.6%
1	41287	33.9%
0	28003	23.0%

Default
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

0	112011
1	9845

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring characters

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Interactions

Correlations

	Accompany_Client	Active_Loan	Age_Days	Application_Process_Day	Application_Process_Hour	Bike_Owned	Car_Owned	Child_Count	Client_Contact_Work_Tag	Client_Education	Client_Family_Members	Client_Gender	Client_Housing_Type	Client_Income	Client_Income_Type	Client_Marital_Status	Client_Occupation	Client_Permanent_Match_Tag	Credit_Amount	Credit_Bureau	Default	Employed_Days	House_Own	ID_Days	Loan_Annuity	Loan_Contract_Type	Phone_Change	Population_Region_Relative	Registration_Days	Score_Source_2	Score_Source_3	Workphone_Working
Accompany_Client	1.000	0.000	0.025	0.018	0.019	0.003	0.040	0.022	0.016	0.024	0.056	0.046	0.016	0.019	0.019	0.074	0.021	0.022	0.016	0.012	0.009	0.022	0.055	0.007	0.016	0.015	0.014	0.023	0.013	0.008	0.019	0.014
Active_Loan	0.000	1.000	0.009	0.006	0.004	0.000	0.000	0.000	0.003	0.000	0.004	0.004	0.006	0.000	0.000	0.000	0.002	0.005	0.000	0.007	0.000	0.000	0.004	0.000	0.000	0.000	0.012	0.010	0.000	0.000	0.000	0.000
Age_Days	0.025	0.009	1.000	0.010	-0.090	0.000	0.154	0.262	0.178	0.112	0.232	0.104	0.120	-0.081	0.274	0.219	0.170	0.186	0.063	0.054	0.073	0.554	0.120	0.244	-0.009	0.121	0.072	0.038	0.283	0.098	0.176	0.044
Application_Process_Day	0.018	0.006	0.010	1.000	-0.024	0.000	0.000	0.012	0.005	0.000	0.010	0.008	0.007	-0.005	0.016	0.004	0.019	0.006	-0.004	0.009	0.006	0.001	0.023	0.003	-0.000	0.021	-0.003	-0.005	0.001	-0.000	0.000	0.013
Application_Process_Hour	0.019	0.004	-0.090	-0.024	1.000	0.005	0.016	0.016	0.027	0.049	0.016	0.012	0.019	0.099	0.047	0.028	0.033	0.019	0.049	-0.032	0.026	-0.074	0.124	-0.032	0.054	0.036	0.003	0.122	0.013	0.156	-0.029	0.074
Bike_Owned	0.003	0.000	0.000	0.000	0.005	1.000	0.000	0.002	0.002	0.003	0.002	0.005	0.000	0.000	0.000	0.003	0.009	0.000	0.002	0.003	0.000	0.005	0.000	0.008	0.000	0.005	0.005	0.000	0.000	0.008	0.000	0.005
Car_Owned	0.040	0.000	0.154	0.000	0.016	0.000	1.000	0.101	0.089	0.090	0.154	0.337	0.038	0.213	0.154	0.152	0.245	0.000	0.112	0.034	0.022	0.157	0.007	0.022	0.137	0.000	0.036	0.046	0.091	0.051	0.027	0.008
Child_Count	0.022	0.000	0.262	0.012	0.016	0.002	0.101	1.000	0.068	0.031	0.905	0.033	0.026	0.029	0.151	0.112	0.111	0.029	0.013	0.023	0.022	0.159	0.013	0.038	0.023	0.037	0.013	0.025	0.111	0.013	0.025	0.035
Client_Contact_Work_Tag	0.016	0.003	0.178	0.005	0.027	0.002	0.089	0.068	1.000	0.033	0.075	0.131	0.038	0.046	0.216	0.065	0.180	0.025	0.010	0.023	0.028	0.224	0.033	0.068	0.029	0.006	0.018	0.043	0.079	0.066	0.041	0.021
Client_Education	0.024	0.000	0.112	0.000	0.049	0.003	0.090	0.031	0.033	1.000	0.030	0.019	0.040	0.124	0.100	0.053	0.179	0.034	0.068	0.036	0.062	0.072	0.028	0.040	0.077	0.062	0.020	0.053	0.053	0.066	0.025	0.031
Client_Family_Members	0.056	0.004	0.232	0.010	0.016	0.002	0.154	0.905	0.075	0.030	1.000	0.058	0.046	0.026	0.127	0.500	0.095	0.031	0.060	0.019	0.021	0.136	0.017	0.033	0.059	0.040	0.024	0.020	0.095	0.017	0.020	0.041
Client_Gender	0.046	0.004	0.104	0.008	0.012	0.005	0.337	0.033	0.131	0.019	0.058	1.000	0.048	0.147	0.116	0.111	0.347	0.048	0.021	0.019	0.050	0.125	0.042	0.030	0.056	0.017	0.024	0.011	0.064	0.012	0.016	0.023
Client_Housing_Type	0.016	0.006	0.120	0.007	0.019	0.000	0.038	0.026	0.038	0.040	0.046	0.048	1.000	0.018	0.052	0.084	0.041	0.190	0.028	0.012	0.034	0.067	0.215	0.044	0.018	0.025	0.021	0.055	0.049	0.025	0.030	0.034
Client_Income	0.019	0.000	-0.081	-0.005	0.099	0.000	0.213	0.029	0.046	0.124	0.026	0.147	0.018	1.000	0.104	0.046	0.105	0.029	0.399	0.063	0.029	-0.085	0.012	-0.033	0.463	0.053	0.059	0.089	-0.068	0.167	-0.074	0.041
Client_Income_Type	0.019	0.000	0.274	0.016	0.047	0.000	0.154	0.151	0.216	0.100	0.127	0.116	0.052	0.104	1.000	0.141	0.267	0.090	0.047	0.021	0.058	0.356	0.066	0.110	0.062	0.058	0.021	0.078	0.098	0.038	0.041	0.019
Client_Marital_Status	0.074	0.000	0.219	0.004	0.028	0.003	0.152	0.112	0.065	0.053	0.500	0.111	0.084	0.046	0.141	1.000	0.104	0.058	0.076	0.021	0.026	0.151	0.047	0.072	0.075	0.044	0.039	0.016	0.082	0.023	0.035	0.024
Client_Occupation	0.021	0.002	0.170	0.019	0.033	0.009	0.245	0.111	0.180	0.179	0.095	0.347	0.041	0.105	0.267	0.104	1.000	0.074	0.051	0.029	0.076	0.214	0.045	0.067	0.062	0.054	0.020	0.030	0.063	0.039	0.027	0.044
Client_Permanent_Match_Tag	0.022	0.005	0.186	0.006	0.019	0.000	0.000	0.029	0.025	0.034	0.031	0.048	0.190	0.029	0.090	0.058	0.074	1.000	0.032	0.014	0.042	0.141	0.054	0.079	0.010	0.015	0.058	0.045	0.087	0.040	0.071	0.049
Credit_Amount	0.016	0.000	0.063	-0.004	0.049	0.002	0.112	0.013	0.010	0.068	0.060	0.021	0.028	0.399	0.047	0.076	0.051	0.032	1.000	-0.025	0.056	0.025	0.066	0.006	0.799	0.277	0.073	0.052	-0.004	0.120	0.021	0.045
Credit_Bureau	0.012	0.007	0.054	0.009	-0.032	0.003	0.034	0.023	0.023	0.036	0.019	0.019	0.012	0.063	0.021	0.021	0.029	0.014	-0.025	1.000	0.148	0.037	0.067	0.034	0.003	0.062	0.146	0.004	0.015	-0.025	-0.065	0.026
Default	0.009	0.000	0.073	0.006	0.026	0.000	0.022	0.022	0.028	0.062	0.021	0.050	0.034	0.029	0.058	0.026	0.076	0.042	0.056	0.148	1.000	0.087	0.000	0.053	0.040	0.027	0.055	0.041	0.038	0.155	0.300	0.025
Employed_Days	0.022	0.000	0.554	0.001	-0.074	0.005	0.157	0.159	0.224	0.072	0.136	0.125	0.067	-0.085	0.356	0.151	0.214	0.141	0.025	0.037	0.087	1.000	0.073	0.251	-0.029	0.063	0.094	0.003	0.187	0.061	0.151	0.052
House_Own	0.055	0.004	0.120	0.023	0.124	0.000	0.007	0.013	0.033	0.028	0.017	0.042	0.215	0.012	0.066	0.047	0.045	0.054	0.066	0.067	0.000	0.073	1.000	0.034	0.031	0.065	0.049	0.059	0.047	0.006	0.031	0.040
ID_Days	0.007	0.000	0.244	0.003	-0.032	0.008	0.022	0.038	0.068	0.040	0.033	0.030	0.044	-0.033	0.110	0.072	0.067	0.079	0.006	0.034	0.053	0.251	0.034	1.000	-0.016	0.051	0.077	0.015	0.093	0.050	0.121	0.036
Loan_Annuity	0.016	0.000	-0.009	-0.000	0.054	0.000	0.137	0.023	0.029	0.077	0.059	0.056	0.018	0.463	0.062	0.075	0.062	0.010	0.799	0.003	0.040	-0.029	0.031	-0.016	1.000	0.411	0.062	0.051	-0.034	0.117	0.010	0.023
Loan_Contract_Type	0.015	0.000	0.121	0.021	0.036	0.005	0.000	0.037	0.006	0.062	0.040	0.017	0.025	0.053	0.058	0.044	0.054	0.015	0.277	0.062	0.027	0.063	0.065	0.051	0.411	1.000	0.071	0.029	0.024	0.022	0.019	0.021
Phone_Change	0.014	0.012	0.072	-0.003	0.003	0.005	0.036	0.013	0.018	0.020	0.024	0.024	0.021	0.059	0.021	0.039	0.020	0.058	0.073	0.146	0.055	0.094	0.049	0.077	0.062	0.071	1.000	0.033	0.052	0.198	0.051	0.071
Population_Region_Relative	0.023	0.010	0.038	-0.005	0.122	0.000	0.046	0.025	0.043	0.053	0.020	0.011	0.055	0.089	0.078	0.016	0.030	0.045	0.052	0.004	0.041	0.003	0.059	0.015	0.051	0.029	0.033	1.000	0.033	0.179	0.004	0.079
Registration_Days	0.013	0.000	0.283	0.001	0.013	0.000	0.091	0.111	0.079	0.053	0.095	0.064	0.049	-0.068	0.098	0.082	0.063	0.087	-0.004	0.015	0.038	0.187	0.047	0.093	-0.034	0.024	0.052	0.033	1.000	0.063	0.093	0.075
Score_Source_2	0.008	0.000	0.098	-0.000	0.156	0.008	0.051	0.013	0.066	0.066	0.017	0.012	0.025	0.167	0.038	0.023	0.039	0.040	0.120	-0.025	0.155	0.061	0.006	0.050	0.117	0.022	0.198	0.179	0.063	1.000	0.099	0.069
Score_Source_3	0.019	0.000	0.176	0.000	-0.029	0.000	0.027	0.025	0.041	0.025	0.020	0.016	0.030	-0.074	0.041	0.035	0.027	0.071	0.021	-0.065	0.300	0.151	0.031	0.121	0.010	0.019	0.051	0.004	0.093	0.099	1.000	0.017
Workphone_Working	0.014	0.000	0.044	0.013	0.074	0.005	0.008	0.035	0.021	0.031	0.041	0.023	0.034	0.041	0.019	0.024	0.044	0.049	0.045	0.026	0.025	0.052	0.040	0.036	0.023	0.021	0.071	0.079	0.075	0.069	0.017	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Accompany_Client	Client_Income_Type	Client_Education	Client_Marital_Status	Client_Gender	Loan_Contract_Type	Client_Housing_Type	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Mobile_Tag	Workphone_Working	Client_Occupation	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Client_Permanent_Match_Tag	Client_Contact_Work_Tag	Type_Organization	Score_Source_2	Score_Source_3	Phone_Change	Credit_Bureau
0	6750.00	0.00	0.00	1.00	0.00	0.00	61190.55	3416.85	Alone	Commercial	Secondary	M	Male	CL	Home	0.03	13957.00	1062.00	6123.00	383.00	1	0	Sales	2.00	2.00	6.00	17.00	Yes	Yes	Self-employed	0.48	0.55	63.00	1.00
1	20250.00	1.00	0.00	1.00	1.00	0.00	15282.00	1826.55	Alone	Service	Graduation	M	Male	CL	Home	0.01	14162.00	4129.00	7833.00	21.00	1	1	Missing	2.00	2.00	3.00	10.00	Yes	Yes	Government	0.22	0.55	755.00	1.00
2	18000.00	0.00	0.00	1.00	0.00	1.00	59527.35	2788.20	Alone	Service	Graduation dropout	W	Male	CL	Family	0.02	16790.00	5102.00	4493.00	331.00	1	0	Realty agents	2.00	2.00	4.00	12.00	Yes	Yes	Self-employed	0.55	0.33	277.00	0.00
3	15750.00	0.00	0.00	1.00	1.00	0.00	53870.40	2295.45	Alone	Retired	Secondary	M	Male	CL	Home	0.01	23195.00	12019.50	4493.00	775.00	1	0	Missing	2.00	2.00	2.00	15.00	Yes	Yes	XNA	0.14	0.63	1700.00	3.00
4	33750.00	1.00	0.00	1.00	0.00	2.00	133988.40	3547.35	Alone	Commercial	Secondary	M	Female	CL	Home	0.02	11366.00	2977.00	5516.00	4043.00	1	0	Laborers	4.00	2.00	3.00	12.00	Yes	Yes	Business Entity Type 3	0.30	0.36	674.00	1.00
5	11250.00	0.00	1.00	1.00	1.00	1.00	13752.00	653.85	Alone	Service	Secondary	W	Female	CL	Home	0.02	13881.00	1184.00	3910.00	3910.00	1	0	Laborers	2.00	2.00	2.00	10.00	Yes	Yes	Other	0.70	0.42	739.00	0.00
6	15750.00	1.00	1.00	0.00	1.00	0.00	128835.00	3779.55	Alone	Retired	Secondary	S	Male	CL	Home	0.02	21323.00	12019.50	113.00	4855.00	1	0	Missing	1.00	2.00	3.00	14.00	Yes	Yes	XNA	0.60	0.51	0.00	3.00
7	13500.00	0.00	0.00	1.00	1.00	0.00	60415.20	3097.80	Alone	Retired	Secondary	M	Male	CL	Home	0.01	22493.00	12019.50	12617.00	5280.00	1	1	Missing	2.00	2.00	4.00	15.00	Yes	Yes	XNA	0.66	0.55	1687.00	4.00
8	13500.00	1.00	1.00	0.00	1.00	1.00	45000.00	1200.15	Relative	Commercial	Graduation	M	Female	CL	Home	0.01	15734.00	7889.00	5455.00	2665.00	1	1	Sales	3.00	2.00	4.00	13.00	Yes	Yes	Self-employed	0.64	0.55	1611.00	0.00
9	12150.00	0.00	0.00	0.00	1.00	0.00	16320.15	1294.65	Alone	Retired	Secondary	W	Male	CL	Home	0.02	20507.00	12019.50	2834.00	4053.00	1	0	Missing	1.00	2.00	3.00	9.00	Yes	Yes	XNA	0.06	0.08	533.00	5.00

	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Accompany_Client	Client_Income_Type	Client_Education	Client_Marital_Status	Client_Gender	Loan_Contract_Type	Client_Housing_Type	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Mobile_Tag	Workphone_Working	Client_Occupation	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Client_Permanent_Match_Tag	Client_Contact_Work_Tag	Type_Organization	Score_Source_2	Score_Source_3	Phone_Change	Credit_Bureau	Default
121846	12150.00	0.00	1.00	0.00	1.00	0.00	25470.00	1462.05	Alone	Retired	Graduation dropout	S	Male	CL	Home	0.03	24123.00	12019.50	9523.00	795.00	1	0	Missing	1.00	2.00	3.00	9.00	Yes	Yes	XNA	0.56	0.55	0.00	0.00	0
121847	15750.00	1.00	0.00	1.00	1.00	0.00	26128.80	1283.85	Alone	Commercial	Secondary	M	Male	CL	Home	0.02	14025.00	1107.00	507.00	4514.00	1	0	Managers	2.00	2.00	5.00	9.00	Yes	Yes	Business Entity Type 3	0.73	0.44	1175.00	1.00	0
121848	18000.00	1.00	1.00	0.00	0.00	1.00	27302.40	2169.90	Alone	Service	Secondary	M	Female	CL	Home	0.04	11073.00	1521.00	4883.00	3602.00	1	0	Sales	3.00	2.00	2.00	14.00	Yes	Yes	Housing	0.63	0.31	1718.00	2.00	0
121849	10350.00	0.00	1.00	0.00	0.00	0.00	18792.90	1736.55	Alone	Service	Graduation dropout	S	Male	CL	Municipal	0.01	9204.00	763.00	3773.00	1874.00	1	1	Sales	1.00	2.00	3.00	11.00	Yes	Yes	Self-employed	0.62	0.55	774.00	1.00	0
121850	12150.00	0.00	0.00	1.00	0.00	0.00	78192.00	2383.65	Alone	Retired	Secondary	S	Male	CL	Home	0.02	23943.00	12019.50	1213.00	4011.00	1	0	Missing	1.00	2.00	2.00	11.00	Yes	Yes	XNA	0.68	0.28	1581.00	2.00	0
121851	29250.00	0.00	0.00	0.00	1.00	0.00	107820.00	3165.30	Relative	Service	Secondary	M	Female	CL	Home	0.03	12889.00	2863.00	2661.00	2943.00	1	0	Laborers	2.00	2.00	4.00	16.00	Yes	No	Business Entity Type 2	0.17	0.18	0.00	1.00	1
121852	15750.00	0.00	1.00	1.00	0.00	0.00	104256.00	3388.05	Alone	Commercial	Graduation	M	Female	CL	Home	0.02	8648.00	636.00	902.00	1209.00	1	0	Sales	2.00	2.00	4.00	12.00	Yes	Yes	Self-employed	0.37	0.41	4.00	0.00	0
121853	8100.00	0.00	1.00	0.00	1.00	1.00	55107.90	2989.35	Alone	Govt Job	Secondary	M	Male	CL	Home	0.01	9152.00	1623.00	3980.00	353.00	1	0	High skill tech	3.00	2.00	5.00	11.00	No	No	Trade: type 6	0.05	0.55	0.00	1.00	0
121854	33750.00	1.00	1.00	0.00	1.00	0.00	45000.00	2719.35	Alone	Service	Graduation	M	Female	CL	Home	0.03	10290.00	847.00	895.00	2902.00	1	0	Sales	2.00	2.00	1.00	12.00	Yes	Yes	Business Entity Type 3	0.10	0.08	0.00	2.00	0
121855	9000.00	1.00	1.00	1.00	1.00	1.00	62428.95	4201.65	Alone	Commercial	Secondary	S	Male	CL	Home	0.02	14772.00	498.00	8679.00	5025.00	1	0	Managers	2.00	2.00	4.00	6.00	Yes	Yes	Business Entity Type 3	0.56	0.30	805.00	0.00	0

Duplicate rows

Most frequently occurring

	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Accompany_Client	Client_Income_Type	Client_Education	Client_Marital_Status	Client_Gender	Loan_Contract_Type	Client_Housing_Type	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Mobile_Tag	Workphone_Working	Client_Occupation	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Client_Permanent_Match_Tag	Client_Contact_Work_Tag	Type_Organization	Score_Source_2	Score_Source_3	Phone_Change	Credit_Bureau	# duplicates
0	2700.00	0.00	0.00	1.00	1.00	0.00	9594.00	1020.15	Alone	Service	Secondary	M	Male	CL	Home	0.03	19128.00	1323.00	4646.00	2670.00	1	0	Security	2.00	2.00	5.00	7.00	Yes	No	Agriculture	0.34	0.69	3.00	1.00	2
1	2700.00	0.00	0.00	1.00	1.00	0.00	22752.00	870.75	Alone	Retired	Secondary	D	Male	CL	Home	0.01	22313.00	12019.50	330.00	4801.00	1	0	Missing	1.00	2.00	2.00	10.00	Yes	Yes	XNA	0.23	0.61	2343.00	0.00	2
2	2700.00	1.00	1.00	1.00	0.00	0.00	76022.55	3233.70	Alone	Retired	Secondary	M	Male	CL	Home	0.02	20923.00	12019.50	2281.00	4289.00	1	0	Missing	2.00	2.00	1.00	11.00	Yes	Yes	XNA	0.68	0.64	621.00	2.00	2
3	3015.00	0.00	1.00	0.00	1.00	0.00	28856.25	1669.50	Alone	Retired	Junior secondary	M	Female	CL	Home	0.03	23770.00	12019.50	1053.00	4945.00	1	0	Missing	2.00	2.00	4.00	7.00	Yes	Yes	XNA	0.16	0.75	210.00	2.00	2
4	3150.00	0.00	0.00	0.00	0.00	2.00	10188.00	676.35	Alone	Commercial	Secondary	S	Male	CL	Municipal	0.02	11240.00	776.00	10403.00	3470.00	1	0	Low-skill Laborers	3.00	2.00	2.00	9.00	Yes	No	Business Entity Type 2	0.18	0.55	448.00	1.00	2
5	3150.00	0.00	0.00	1.00	0.00	2.00	33750.00	2666.25	Alone	Commercial	Secondary	M	Male	CL	Home	0.03	14280.00	179.00	7385.00	3102.00	1	0	Cleaning	4.00	2.00	4.00	12.00	Yes	Yes	School	0.78	0.55	1810.00	1.00	2
6	3150.00	0.00	0.00	1.00	1.00	0.00	15638.40	1615.50	Partner	Retired	Secondary	M	Male	CL	Home	0.01	23766.00	12019.50	4919.00	4931.00	1	1	Missing	2.00	2.00	1.00	12.00	Yes	Yes	XNA	0.62	0.68	0.00	1.00	2
7	3150.00	0.00	0.00	1.00	1.00	0.00	18000.00	900.00	Relative	Service	Secondary	M	Male	RL	Home	0.03	17648.00	489.00	4332.00	1196.00	1	0	Core	2.00	2.00	1.00	11.00	No	Yes	Government	0.79	0.55	1495.00	0.00	2
8	3240.00	0.00	0.00	0.00	1.00	0.00	11376.00	648.00	Kids	Service	Secondary	M	Male	CL	Home	0.02	18392.00	1581.00	6643.00	1945.00	1	0	Missing	2.00	2.00	3.00	12.00	Yes	Yes	Business Entity Type 3	0.67	0.79	1047.00	1.00	2
9	3375.00	0.00	1.00	0.00	0.00	0.00	107820.00	3165.30	Alone	Retired	Secondary	M	Male	CL	Home	0.05	21157.00	12019.50	6859.00	4247.00	1	0	Missing	2.00	2.00	2.00	17.00	Yes	Yes	XNA	0.51	0.50	785.00	2.00	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)